nba_shots

Dataset statistics

Number of variables	26
Number of observations	1276444
Missing cells	34
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	253.2 MiB
Average record size in memory	208.0 B

Variable types

NUM	12
CAT	12
BOOL	2

Reproduction

Analysis started	2021-09-12 06:15:43.504233
Analysis finished	2021-09-12 06:19:01.245819
Duration	3 minutes and 17.74 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`GRID_TYPE` has constant value "Shot Chart Detail"	Constant
`SHOT_ATTEMPTED_FLAG` has constant value "1"	Constant
`PLAYER_NAME` has a high cardinality: 539 distinct values	High cardinality
`ACTION_TYPE` has a high cardinality: 65 distinct values	High cardinality
`PERIOD` is highly correlated with `GAME_EVENT_ID`	High correlation
`GAME_EVENT_ID` is highly correlated with `PERIOD`	High correlation
`GAME_DATE` is highly correlated with `GAME_ID`	High correlation
`GAME_ID` is highly correlated with `GAME_DATE`	High correlation
`SHOT_ZONE_BASIC` is highly correlated with `SHOT_TYPE`	High correlation
`SHOT_TYPE` is highly correlated with `SHOT_ZONE_BASIC` and 1 other fields	High correlation
`SHOT_ZONE_RANGE` is highly correlated with `SHOT_TYPE`	High correlation
`MINUTES_REMAINING` has 125753 (9.9%) zeros	Zeros
`SECONDS_REMAINING` has 34969 (2.7%) zeros	Zeros
`SHOT_DISTANCE` has 121519 (9.5%) zeros	Zeros
`LOC_X` has 63747 (5.0%) zeros	Zeros
`LOC_Y` has 28339 (2.2%) zeros	Zeros

df_index
Real number (ℝ_≥0)

Distinct count	190983
Unique (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74038.43202130293
Minimum	0
Maximum	190982
Zeros	10
Zeros (%)	< 0.1%
Memory size	9.7 MiB

Quantile statistics

Minimum	0
5-th percentile	6382
Q1	31911
median	66339
Q3	111750.25
95-th percentile	165242.85
Maximum	190982
Range	190982
Interquartile range (IQR)	79839.25

Descriptive statistics

Standard deviation	49713.34802
Coefficient of variation (CV)	0.6714532799
Kurtosis	-0.8410931585
Mean	74038.43202
Median Absolute Deviation (MAD)	38547
Skewness	0.4371240023
Sum	9.450591232e+10
Variance	2471416972

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	10	< 0.1%
2605	10	< 0.1%
22054	10	< 0.1%
20005	10	< 0.1%
17956	10	< 0.1%
32291	10	< 0.1%
30242	10	< 0.1%
28193	10	< 0.1%
26144	10	< 0.1%
39487	10	< 0.1%
Other values (190973)	1276344	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10	< 0.1%
1	10	< 0.1%
2	10	< 0.1%
3	10	< 0.1%
4	10	< 0.1%

Value	Count	Frequency (%)
190982	1	< 0.1%
190981	1	< 0.1%
190980	1	< 0.1%
190979	1	< 0.1%
190978	1	< 0.1%

GRID_TYPE
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

Shot Chart Detail	1276444

Common Values
Length

Value	Count	Frequency (%)
Shot Chart Detail	1276444	100.0%

Length

Max length	17
Median length	17
Mean length	17
Min length	17

GAME_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	11716
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21663631.58017743
Minimum	21100001
Maximum	22001080
Zeros	0
Zeros (%)	0.0%
Memory size	9.7 MiB

Quantile statistics

Minimum	21100001
5-th percentile	21200433
Q1	21500321
median	21700633
Q3	21900306
95-th percentile	22000720
Maximum	22001080
Range	901079
Interquartile range (IQR)	399985

Descriptive statistics

Standard deviation	256973.2623
Coefficient of variation (CV)	0.01186196605
Kurtosis	-0.7919934066
Mean	21663631.58
Median Absolute Deviation (MAD)	199911
Skewness	-0.4643588932
Sum	2.765241255e+13
Variance	6.603525753e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21800639	216	< 0.1%
22000216	215	< 0.1%
22000811	214	< 0.1%
21800928	214	< 0.1%
22001012	214	< 0.1%
21900787	213	< 0.1%
21800881	213	< 0.1%
21901281	213	< 0.1%
21900818	213	< 0.1%
21800920	212	< 0.1%
Other values (11706)	1274307	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21100001	51	< 0.1%
21100002	25	< 0.1%
21100003	17	< 0.1%
21100004	63	< 0.1%
21100005	48	< 0.1%

Value	Count	Frequency (%)
22001080	185	< 0.1%
22001079	192	< 0.1%
22001078	202	< 0.1%
22001077	176	< 0.1%
22001076	185	< 0.1%

GAME_EVENT_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	898
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	291.2626719229359
Minimum	1
Maximum	1012
Zeros	0
Zeros (%)	0.0%
Memory size	9.7 MiB

Quantile statistics

Minimum	1
5-th percentile	23
Q1	130
median	285
Q3	435
95-th percentile	603
Maximum	1012
Range	1011
Interquartile range (IQR)	305

Descriptive statistics

Standard deviation	184.0131
Coefficient of variation (CV)	0.6317771472
Kurtosis	-0.9477964547
Mean	291.2626719
Median Absolute Deviation (MAD)	152
Skewness	0.2108098555
Sum	371780490
Variance	33860.82096

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	5062	0.4%
9	4206	0.3%
11	3622	0.3%
13	3486	0.3%
15	3381	0.3%
17	3292	0.3%
19	3285	0.3%
16	3245	0.3%
21	3236	0.3%
27	3226	0.3%
Other values (888)	1240403	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	2754	0.2%
3	1551	0.1%
4	1980	0.2%
5	1712	0.1%

Value	Count	Frequency (%)
1012	1	< 0.1%
986	1	< 0.1%
984	1	< 0.1%
980	1	< 0.1%
979	1	< 0.1%

PLAYER_ID
Real number (ℝ_≥0)

Distinct count	539
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	581660.0054745841
Minimum	2544
Maximum	1630466
Zeros	0
Zeros (%)	0.0%
Memory size	9.7 MiB

Quantile statistics

Minimum	2544
5-th percentile	101150
Q1	201949
median	203087
Q3	1626161
95-th percentile	1629028
Maximum	1630466
Range	1627922
Interquartile range (IQR)	1424212

Descriptive statistics

Standard deviation	640338.8094
Coefficient of variation (CV)	1.100881621
Kurtosis	-0.9513247179
Mean	581660.0055
Median Absolute Deviation (MAD)	1150
Skewness	1.01365147
Sum	7.42456424e+11
Variance	4.100337909e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
201566	14126	1.1%
201935	13395	1.0%
2544	12714	1.0%
203081	12544	1.0%
201942	12147	1.0%
202689	11527	0.9%
201939	11097	0.9%
200746	10948	0.9%
202331	10704	0.8%
203078	10583	0.8%
Other values (529)	1156659	90.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2544	12714	1.0%
2546	10507	0.8%
2617	1138	0.1%
2730	5535	0.4%
2738	4206	0.3%

Value	Count	Frequency (%)
1630466	67	< 0.1%
1630273	84	< 0.1%
1630271	108	< 0.1%
1630268	7	< 0.1%
1630267	315	< 0.1%

PLAYER_NAME
Categorical

HIGH CARDINALITY

Distinct count	539
Unique (%)	< 0.1%
Missing	34
Missing (%)	< 0.1%
Memory size	9.7 MiB

Russell Westbrook	14126
James Harden	13395
LeBron James	12714
Damian Lillard	12544
DeMar DeRozan	12147
Other values (534)	1211484

Common Values
Length

Value	Count	Frequency (%)
Russell Westbrook	14126	1.1%
James Harden	13395	1.0%
LeBron James	12714	1.0%
Damian Lillard	12544	1.0%
DeMar DeRozan	12147	1.0%
Kemba Walker	11527	0.9%
Stephen Curry	11097	0.9%
LaMarcus Aldridge	10948	0.9%
Paul George	10704	0.8%
Bradley Beal	10583	0.8%
Other values (529)	1156625	90.6%

Length

Max length	24
Median length	13
Mean length	13.08703633
Min length	3

TEAM_ID
Real number (ℝ_≥0)

Distinct count	30
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1610612751.783518
Minimum	1610612737
Maximum	1610612766
Zeros	0
Zeros (%)	0.0%
Memory size	9.7 MiB

Quantile statistics

Minimum	1610612737
5-th percentile	1610612738
Q1	1610612744
median	1610612752
Q3	1610612760
95-th percentile	1610612765
Maximum	1610612766
Range	29
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	8.697129776
Coefficient of variation (CV)	5.399888811e-09
Kurtosis	-1.218485629
Mean	1610612752
Median Absolute Deviation (MAD)	8
Skewness	-0.09213667102
Sum	2.055856983e+15
Variance	75.64006635

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1610612760	55021	4.3%
1610612757	54189	4.2%
1610612761	52790	4.1%
1610612762	50267	3.9%
1610612753	46881	3.7%
1610612738	45991	3.6%
1610612746	45259	3.5%
1610612737	45253	3.5%
1610612756	45242	3.5%
1610612755	45140	3.5%
Other values (20)	790411	61.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1610612737	45253	3.5%
1610612738	45991	3.6%
1610612739	43144	3.4%
1610612740	43011	3.4%
1610612741	41463	3.2%

Value	Count	Frequency (%)
1610612766	37681	3.0%
1610612765	43019	3.4%
1610612764	44035	3.4%
1610612763	36801	2.9%
1610612762	50267	3.9%

TEAM_NAME
Categorical

Distinct count	34
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

Oklahoma City Thunder	55021
Portland Trail Blazers	54189
Toronto Raptors	52790
Utah Jazz	50267
Orlando Magic	46881
Other values (29)	1017296

Common Values
Length

Value	Count	Frequency (%)
Oklahoma City Thunder	55021	4.3%
Portland Trail Blazers	54189	4.2%
Toronto Raptors	52790	4.1%
Utah Jazz	50267	3.9%
Orlando Magic	46881	3.7%
Boston Celtics	45991	3.6%
Atlanta Hawks	45253	3.5%
Phoenix Suns	45242	3.5%
Philadelphia 76ers	45140	3.5%
Minnesota Timberwolves	44164	3.5%
Other values (24)	791506	62.0%

Length

Max length	22
Median length	15
Mean length	15.90998273
Min length	9

PERIOD
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	8
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.466396488995992
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	9.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.136434753
Coefficient of variation (CV)	0.4607672603
Kurtosis	-1.194522726
Mean	2.466396489
Median Absolute Deviation (MAD)	1
Skewness	0.1040547853
Sum	3148217
Variance	1.291483948

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	341050	26.7%
3	323781	25.4%
2	310715	24.3%
4	291633	22.8%
5	8008	0.6%
6	1026	0.1%
7	182	< 0.1%
8	49	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	341050	26.7%
2	310715	24.3%
3	323781	25.4%
4	291633	22.8%
5	8008	0.6%

Value	Count	Frequency (%)
8	49	< 0.1%
7	182	< 0.1%
6	1026	0.1%
5	8008	0.6%
4	291633	22.8%

MINUTES_REMAINING
Real number (ℝ_≥0)

ZEROS

Distinct count	13
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.322060348906807
Minimum	0
Maximum	12
Zeros	125753
Zeros (%)	9.9%
Memory size	9.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	12
Range	12
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.42832508
Coefficient of variation (CV)	0.6441725301
Kurtosis	-1.201199466
Mean	5.322060349
Median Absolute Deviation (MAD)	3
Skewness	0.02421514856
Sum	6793312
Variance	11.75341286

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	125753	9.9%
4	109560	8.6%
5	108246	8.5%
6	108150	8.5%
3	107934	8.5%
7	107334	8.4%
8	106367	8.3%
9	105599	8.3%
10	104268	8.2%
2	104254	8.2%
Other values (3)	188979	14.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	125753	9.9%
1	104150	8.2%
2	104254	8.2%
3	107934	8.5%
4	109560	8.6%

Value	Count	Frequency (%)
12	18	< 0.1%
11	84811	6.6%
10	104268	8.2%
9	105599	8.3%
8	106367	8.3%

SECONDS_REMAINING
Real number (ℝ_≥0)

ZEROS

Distinct count	60
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.82820554603257
Minimum	0
Maximum	59
Zeros	34969
Zeros (%)	2.7%
Memory size	9.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	14
median	29
Q3	44
95-th percentile	56
Maximum	59
Range	59
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.43893875
Coefficient of variation (CV)	0.6049262666
Kurtosis	-1.194264053
Mean	28.82820555
Median Absolute Deviation (MAD)	15
Skewness	0.006981554965
Sum	36797590
Variance	304.1165848

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	34969	2.7%
1	25578	2.0%
2	23071	1.8%
3	22026	1.7%
45	21945	1.7%
43	21907	1.7%
41	21840	1.7%
4	21778	1.7%
29	21717	1.7%
46	21696	1.7%
Other values (50)	1039917	81.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34969	2.7%
1	25578	2.0%
2	23071	1.8%
3	22026	1.7%
4	21778	1.7%

Value	Count	Frequency (%)
59	19785	1.6%
58	19633	1.5%
57	19314	1.5%
56	19845	1.6%
55	19321	1.5%

EVENT_TYPE
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

Missed Shot	686416
Made Shot	590028

Common Values
Length

Value	Count	Frequency (%)
Missed Shot	686416	53.8%
Made Shot	590028	46.2%

Length

Max length	11
Median length	11
Mean length	10.07551291
Min length	9

ACTION_TYPE
Categorical

HIGH CARDINALITY

Distinct count	65
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

Jump Shot	521272
Pullup Jump shot	108070
Driving Layup Shot	103735
Layup Shot	93012
Step Back Jump shot	38338
Other values (60)	412017

Common Values
Length

Value	Count	Frequency (%)
Jump Shot	521272	40.8%
Pullup Jump shot	108070	8.5%
Driving Layup Shot	103735	8.1%
Layup Shot	93012	7.3%
Step Back Jump shot	38338	3.0%
Driving Floating Jump Shot	30163	2.4%
Floating Jump shot	27657	2.2%
Running Layup Shot	22535	1.8%
Cutting Layup Shot	21464	1.7%
Tip Layup Shot	20431	1.6%
Other values (55)	289767	22.7%

Length

Max length	34
Median length	10
Mean length	13.93270602
Min length	7

SHOT_TYPE
Categorical

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

2PT Field Goal	864702
3PT Field Goal	411742

Common Values
Length

Value	Count	Frequency (%)
2PT Field Goal	864702	67.7%
3PT Field Goal	411742	32.3%

Length

Max length	14
Median length	14
Mean length	14
Min length	14

SHOT_ZONE_BASIC
Categorical

HIGH CORRELATION

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

Restricted Area	416869
Above the Break 3	314254
Mid-Range	247304
In The Paint (Non-RA)	200800
Left Corner 3	48782
Other values (2)	48435

Common Values
Length

Value	Count	Frequency (%)
Restricted Area	416869	32.7%
Above the Break 3	314254	24.6%
Mid-Range	247304	19.4%
In The Paint (Non-RA)	200800	15.7%
Left Corner 3	48782	3.8%
Right Corner 3	45847	3.6%
Backcourt	2588	0.2%

Length

Max length	21
Median length	15
Mean length	15.14927799
Min length	9

SHOT_ZONE_AREA
Categorical

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

Center(C)	726621
Left Side Center(LC)	155509
Right Side Center(RC)	153015
Left Side(L)	122464
Right Side(R)	115942

Common Values
Length

Value	Count	Frequency (%)
Center(C)	726621	56.9%
Left Side Center(LC)	155509	12.2%
Right Side Center(RC)	153015	12.0%
Left Side(L)	122464	9.6%
Right Side(R)	115942	9.1%
Back Court(BC)	2893	0.2%

Length

Max length	21
Median length	9
Mean length	12.4411255
Min length	9

SHOT_ZONE_RANGE
Categorical

HIGH CORRELATION

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

Less Than 8 ft.	536076
24+ ft.	408578
8-16 ft.	173375
16-24 ft.	155522
Back Court Shot	2893

Common Values
Length

Value	Count	Frequency (%)
Less Than 8 ft.	536076	42.0%
24+ ft.	408578	32.0%
8-16 ft.	173375	13.6%
16-24 ft.	155522	12.2%
Back Court Shot	2893	0.2%

Length

Max length	15
Median length	9
Mean length	10.75744725
Min length	7

SHOT_DISTANCE
Real number (ℝ_≥0)

ZEROS

Distinct count	88
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.771660174672762
Minimum	0
Maximum	87
Zeros	121519
Zeros (%)	9.5%
Memory size	9.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	12
Q3	24
95-th percentile	26
Maximum	87
Range	87
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	10.31249031
Coefficient of variation (CV)	0.8074510418
Kurtosis	-0.8474133278
Mean	12.77166017
Median Absolute Deviation (MAD)	11
Skewness	0.2401173046
Sum	16302309
Variance	106.3474565

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	146719	11.5%
25	124283	9.7%
0	121519	9.5%
2	100951	7.9%
24	86141	6.7%
26	68190	5.3%
23	56900	4.5%
3	47680	3.7%
22	34704	2.7%
4	34119	2.7%
Other values (78)	455238	35.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	121519	9.5%
1	146719	11.5%
2	100951	7.9%
3	47680	3.7%
4	34119	2.7%

Value	Count	Frequency (%)
87	2	< 0.1%
86	7	< 0.1%
85	4	< 0.1%
84	6	< 0.1%
83	8	< 0.1%

LOC_X
Real number (ℝ)

ZEROS

Distinct count	501
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-1.1025889110685623
Minimum	-250
Maximum	250
Zeros	63747
Zeros (%)	5.0%
Memory size	9.7 MiB

Quantile statistics

Minimum	-250
5-th percentile	-208
Q1	-47
median	0
Q3	44
95-th percentile	203
Maximum	250
Range	500
Interquartile range (IQR)	91

Descriptive statistics

Standard deviation	107.9558351
Coefficient of variation (CV)	-97.91122879
Kurtosis	0.06100707598
Mean	-1.102588911
Median Absolute Deviation (MAD)	46
Skewness	-0.02299650566
Sum	-1407393
Variance	11654.46234

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	63747	5.0%
2	19626	1.5%
-2	19494	1.5%
9	17612	1.4%
6	16703	1.3%
1	15703	1.2%
4	13915	1.1%
-5	13482	1.1%
-4	13224	1.0%
-11	12883	1.0%
Other values (491)	1070055	83.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-250	75	< 0.1%
-249	6	< 0.1%
-248	139	< 0.1%
-247	23	< 0.1%
-246	231	< 0.1%

Value	Count	Frequency (%)
250	45	< 0.1%
249	7	< 0.1%
248	77	< 0.1%
247	50	< 0.1%
246	142	< 0.1%

LOC_Y
Real number (ℝ)

ZEROS

Distinct count	859
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	89.28210246591311
Minimum	-52
Maximum	867
Zeros	28339
Zeros (%)	2.2%
Memory size	9.7 MiB

Quantile statistics

Minimum	-52
5-th percentile	-3
Q1	11
median	48
Q3	169
95-th percentile	251
Maximum	867
Range	919
Interquartile range (IQR)	158

Descriptive statistics

Standard deviation	92.68699423
Coefficient of variation (CV)	1.03813633
Kurtosis	0.4448280308
Mean	89.28210247
Median Absolute Deviation (MAD)	47
Skewness	0.8763117573
Sum	113963604
Variance	8590.878899

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	36427	2.9%
11	31190	2.4%
0	28339	2.2%
7	27130	2.1%
-6	22078	1.7%
6	21230	1.7%
8	20112	1.6%
3	19591	1.5%
16	19521	1.5%
4	19293	1.5%
Other values (849)	1031533	80.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-52	1	< 0.1%
-51	7	< 0.1%
-49	7	< 0.1%
-48	1	< 0.1%
-47	2	< 0.1%

Value	Count	Frequency (%)
867	1	< 0.1%
865	1	< 0.1%
861	1	< 0.1%
857	1	< 0.1%
855	1	< 0.1%

SHOT_ATTEMPTED_FLAG
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

1	1276444

Frequency Table

Value	Count	Frequency (%)
1	1276444	100.0%

SHOT_MADE_FLAG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

0	686416
1	590028

Frequency Table

Value	Count	Frequency (%)
0	686416	53.8%
1	590028	46.2%

GAME_DATE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1557
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20173330.324318185
Minimum	20111225
Maximum	20210516
Zeros	0
Zeros (%)	0.0%
Memory size	9.7 MiB

Quantile statistics

Minimum	20111225
5-th percentile	20121228
Q1	20151209
median	20180113
Q3	20191204
95-th percentile	20210402
Maximum	20210516
Range	99291
Interquartile range (IQR)	39995

Descriptive statistics

Standard deviation	26251.94615
Coefficient of variation (CV)	0.001301319402
Kurtosis	-0.8446801193
Mean	20173330.32
Median Absolute Deviation (MAD)	19989
Skewness	-0.3418815783
Sum	2.575012645e+13
Variance	689164676.6

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20210516	2702	0.2%
20200120	2439	0.2%
20191228	2374	0.2%
20191127	2347	0.2%
20191129	2182	0.2%
20181123	2176	0.2%
20210127	2152	0.2%
20210414	2147	0.2%
20201223	2147	0.2%
20210421	2128	0.2%
Other values (1547)	1253650	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20111225	204	< 0.1%
20111226	507	< 0.1%
20111227	182	< 0.1%
20111228	432	< 0.1%
20111229	208	< 0.1%

Value	Count	Frequency (%)
20210516	2702	0.2%
20210515	1104	0.1%
20210514	1415	0.1%
20210513	1591	0.1%
20210512	1083	0.1%

HTM
Categorical

Distinct count	32
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

OKC	48950
POR	48779
TOR	46986
UTA	45560
ATL	44465
Other values (27)	1041704

Common Values
Length

Value	Count	Frequency (%)
OKC	48950	3.8%
POR	48779	3.8%
TOR	46986	3.7%
UTA	45560	3.6%
ATL	44465	3.5%
PHX	44389	3.5%
ORL	44344	3.5%
BOS	44344	3.5%
LAC	43935	3.4%
PHI	43853	3.4%
Other values (22)	820839	64.3%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

VTM
Categorical

Distinct count	32
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

OKC	49196
POR	49136
TOR	47023
UTA	46446
ORL	44491
Other values (27)	1040152

Common Values
Length

Value	Count	Frequency (%)
OKC	49196	3.9%
POR	49136	3.8%
TOR	47023	3.7%
UTA	46446	3.6%
ORL	44491	3.5%
PHI	44048	3.5%
BOS	43869	3.4%
WAS	43649	3.4%
ATL	43540	3.4%
LAC	43490	3.4%
Other values (22)	821556	64.4%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

SEASON_ID
Categorical

Distinct count	10
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.7 MiB

2020-21	190983
2018-19	188656
2019-20	179913
2017-18	160274
2016-17	145805
Other values (5)	410813

Common Values
Length

Value	Count	Frequency (%)
2020-21	190983	15.0%
2018-19	188656	14.8%
2019-20	179913	14.1%
2017-18	160274	12.6%
2016-17	145805	11.4%
2015-16	123986	9.7%
2014-15	96958	7.6%
2013-14	82361	6.5%
2012-13	65925	5.2%
2011-12	41583	3.3%

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	GRID_TYPE	GAME_ID	GAME_EVENT_ID	PLAYER_ID	PLAYER_NAME	TEAM_ID	TEAM_NAME	PERIOD	MINUTES_REMAINING	SECONDS_REMAINING	EVENT_TYPE	ACTION_TYPE	SHOT_TYPE	SHOT_ZONE_BASIC	SHOT_ZONE_AREA	SHOT_ZONE_RANGE	SHOT_DISTANCE	LOC_X	LOC_Y	SHOT_ATTEMPTED_FLAG	SHOT_MADE_FLAG	GAME_DATE	HTM	VTM	SEASON_ID
0	0	Shot Chart Detail	22000012	27	203932	Aaron Gordon	1610612753	Orlando Magic	1	9	56	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	24	-146	199	1	0	20201223	ORL	MIA	2020-21
1	1	Shot Chart Detail	22000012	40	203932	Aaron Gordon	1610612753	Orlando Magic	1	8	55	Made Shot	Running Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	-4	5	1	1	20201223	ORL	MIA	2020-21
2	2	Shot Chart Detail	22000012	60	203932	Aaron Gordon	1610612753	Orlando Magic	1	7	10	Missed Shot	Step Back Jump shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	25	-154	198	1	0	20201223	ORL	MIA	2020-21
3	3	Shot Chart Detail	22000012	64	203932	Aaron Gordon	1610612753	Orlando Magic	1	6	34	Made Shot	Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	-4	-4	1	1	20201223	ORL	MIA	2020-21
4	4	Shot Chart Detail	22000012	75	203932	Aaron Gordon	1610612753	Orlando Magic	1	5	36	Made Shot	Tip Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	0	0	1	1	20201223	ORL	MIA	2020-21
5	5	Shot Chart Detail	22000012	183	203932	Aaron Gordon	1610612753	Orlando Magic	2	9	50	Missed Shot	Step Back Jump shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	25	-187	171	1	0	20201223	ORL	MIA	2020-21
6	6	Shot Chart Detail	22000012	249	203932	Aaron Gordon	1610612753	Orlando Magic	2	5	51	Made Shot	Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	2	-4	27	1	1	20201223	ORL	MIA	2020-21
7	7	Shot Chart Detail	22000012	515	203932	Aaron Gordon	1610612753	Orlando Magic	4	11	34	Made Shot	Jump Shot	3PT Field Goal	Right Corner 3	Right Side(R)	24+ ft.	23	230	41	1	1	20201223	ORL	MIA	2020-21
8	8	Shot Chart Detail	22000012	539	203932	Aaron Gordon	1610612753	Orlando Magic	4	9	41	Made Shot	Jump Shot	2PT Field Goal	Mid-Range	Right Side(R)	16-24 ft.	19	167	94	1	1	20201223	ORL	MIA	2020-21
9	9	Shot Chart Detail	22000012	557	203932	Aaron Gordon	1610612753	Orlando Magic	4	8	33	Made Shot	Running Alley Oop Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	2	6	26	1	1	20201223	ORL	MIA	2020-21

Last rows

	df_index	GRID_TYPE	GAME_ID	GAME_EVENT_ID	PLAYER_ID	PLAYER_NAME	TEAM_ID	TEAM_NAME	PERIOD	MINUTES_REMAINING	SECONDS_REMAINING	EVENT_TYPE	ACTION_TYPE	SHOT_TYPE	SHOT_ZONE_BASIC	SHOT_ZONE_AREA	SHOT_ZONE_RANGE	SHOT_DISTANCE	LOC_X	LOC_Y	SHOT_ATTEMPTED_FLAG	SHOT_MADE_FLAG	GAME_DATE	HTM	VTM	SEASON_ID
1276434	41573	Shot Chart Detail	21100988	204	202083	Wesley Matthews	1610612757	Portland Trail Blazers	2	2	31	Made Shot	Jump Shot	3PT Field Goal	Right Corner 3	Right Side(R)	24+ ft.	22	228	23	1	1	20120426	UTA	POR	2011-12
1276435	41574	Shot Chart Detail	21100988	214	202083	Wesley Matthews	1610612757	Portland Trail Blazers	2	1	22	Missed Shot	Jump Shot	3PT Field Goal	Left Corner 3	Left Side(L)	24+ ft.	23	-228	42	1	0	20120426	UTA	POR	2011-12
1276436	41575	Shot Chart Detail	21100988	230	202083	Wesley Matthews	1610612757	Portland Trail Blazers	2	0	40	Missed Shot	Jump Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	3	29	23	1	0	20120426	UTA	POR	2011-12
1276437	41576	Shot Chart Detail	21100988	269	202083	Wesley Matthews	1610612757	Portland Trail Blazers	3	8	36	Missed Shot	Jump Shot	2PT Field Goal	Mid-Range	Right Side(R)	8-16 ft.	14	144	9	1	0	20120426	UTA	POR	2011-12
1276438	41577	Shot Chart Detail	21100988	292	202083	Wesley Matthews	1610612757	Portland Trail Blazers	3	6	16	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Right Side Center(RC)	24+ ft.	23	106	214	1	0	20120426	UTA	POR	2011-12
1276439	41578	Shot Chart Detail	21100988	319	202083	Wesley Matthews	1610612757	Portland Trail Blazers	3	3	44	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Right Side Center(RC)	24+ ft.	24	204	135	1	0	20120426	UTA	POR	2011-12
1276440	41579	Shot Chart Detail	21100988	388	202083	Wesley Matthews	1610612757	Portland Trail Blazers	4	9	18	Made Shot	Jump Shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	24	-193	149	1	1	20120426	UTA	POR	2011-12
1276441	41580	Shot Chart Detail	21100988	435	202083	Wesley Matthews	1610612757	Portland Trail Blazers	4	5	1	Missed Shot	Jump Shot	3PT Field Goal	Left Corner 3	Left Side(L)	24+ ft.	23	-231	20	1	0	20120426	UTA	POR	2011-12
1276442	41581	Shot Chart Detail	21100988	444	202083	Wesley Matthews	1610612757	Portland Trail Blazers	4	4	5	Missed Shot	Jump Shot	2PT Field Goal	Mid-Range	Left Side Center(LC)	16-24 ft.	16	-86	145	1	0	20120426	UTA	POR	2011-12
1276443	41582	Shot Chart Detail	21100988	490	202083	Wesley Matthews	1610612757	Portland Trail Blazers	4	0	2	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Center(C)	24+ ft.	24	-4	244	1	0	20120426	UTA	POR	2011-12

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows